Pandas Profiling Report

Dataset statistics

Number of variables	26
Number of observations	59982
Missing cells	9382
Missing cells (%)	0.6%
Duplicate rows	7877
Duplicate rows (%)	13.1%
Total size in memory	12.4 MiB
Average record size in memory	216.0 B

Variable types

Numeric	23
Categorical	3

Alerts

`route` has constant value ""	Constant
Dataset has 7877 (13.1%) duplicate rows	Duplicates
`velocidade_por_posicao_acelerador_e` has 21317 (35.5%) infinite values	Infinite
`velocidade_por_posicao_acelerador_d` has 6723 (11.2%) infinite values	Infinite
`aceleracao_por_posicao_acelerador_e` has 22072 (36.8%) infinite values	Infinite
`aceleracao_por_posicao_acelerador_d` has 6915 (11.5%) infinite values	Infinite
`velocidade_por_posicao_acelerador_e` has 3578 (6.0%) missing values	Missing
`velocidade_por_posicao_acelerador_d` has 1352 (2.3%) missing values	Missing
`aceleracao_por_posicao_acelerador_e` has 2823 (4.7%) missing values	Missing
`aceleracao_por_posicao_acelerador_d` has 1160 (1.9%) missing values	Missing
`aceleracao` has 3813 (6.4%) zeros	Zeros
`distancia_percorrida` has 1107 (1.8%) zeros	Zeros
`espaco_livre_no_tanque_combustivel` has 3177 (5.3%) zeros	Zeros
`posicao_acelerador_d` has 8075 (13.5%) zeros	Zeros
`posicao_acelerador_e` has 24895 (41.5%) zeros	Zeros
`velocidade_gps` has 7492 (12.5%) zeros	Zeros
`velocidade_veiculo` has 3840 (6.4%) zeros	Zeros
`velocidade_media` has 1087 (1.8%) zeros	Zeros
`velocidade_por_rpm` has 3567 (5.9%) zeros	Zeros
`velocidade_por_posicao_acelerador_d` has 2488 (4.1%) zeros	Zeros
`aceleracao_por_rpm` has 3617 (6.0%) zeros	Zeros
`aceleracao_por_posicao_acelerador_e` has 990 (1.7%) zeros	Zeros
`aceleracao_por_posicao_acelerador_d` has 2653 (4.4%) zeros	Zeros

Reproduction

Analysis started	2023-11-14 13:51:26.210242
Analysis finished	2023-11-14 13:52:22.571778
Duration	56.36 seconds
Software version	ydata-profiling vv4.6.1
Download configuration	config.json

aceleracao
Real number (ℝ)

ZEROS

Distinct	3349
Distinct (%)	5.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.054214912

Minimum	-2.074819
Maximum	1.5977983
Zeros	3813
Zeros (%)	6.4%
Negative	29215
Negative (%)	48.7%
Memory size	937.2 KiB

Quantile statistics

Minimum	-2.074819
5-th percentile	-1.1678871
Q1	-0.4533561
median	0
Q3	0.40297381
95-th percentile	0.90573148
Maximum	1.5977983
Range	3.6726173
Interquartile range (IQR)	0.85632991

Descriptive statistics

Standard deviation	0.63377546
Coefficient of variation (CV)	-11.690058
Kurtosis	-0.20089507
Mean	-0.054214912
Median Absolute Deviation (MAD)	0.44335178
Skewness	-0.31215751
Sum	-3251.9188
Variance	0.40167133
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3813	6.4%
0.4925485657	301	0.5%
-0.9046031377	138	0.2%
-0.3885582918	126	0.2%
0.7128244778	122	0.2%
-0.1280071071	121	0.2%
-0.1558577554	119	0.2%
0.2553035763	115	0.2%
-0.7102469054	111	0.2%
0.1909180906	108	0.2%
Other values (3339)	54908	91.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.074819038	10	< 0.1%
-2.050084802	40	0.1%
-1.985176429	50	0.1%
-1.983408113	11	< 0.1%
-1.963476684	16	< 0.1%
-1.943201495	9	< 0.1%
-1.924564463	9	< 0.1%
-1.899203814	13	< 0.1%
-1.884252373	8	< 0.1%
-1.87714196	8	< 0.1%

Value	Count	Frequency (%)
1.597798266	8	< 0.1%
1.596575983	10	< 0.1%
1.55635764	15	< 0.1%
1.553849103	13	< 0.1%
1.52867226	7	< 0.1%
1.489512484	40	0.1%
1.457687027	11	< 0.1%
1.427069018	10	< 0.1%
1.425380343	15	< 0.1%
1.424062289	9	< 0.1%

altitude_gps
Real number (ℝ)

Distinct	8459
Distinct (%)	14.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	821.68932

Minimum	0
Maximum	870.40002
Zeros	376
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	937.2 KiB

Quantile statistics

Minimum	0
5-th percentile	802.14723
Q1	810.81331
median	823.52075
Q3	839.20001
95-th percentile	860.70001
Maximum	870.40002
Range	870.40002
Interquartile range (IQR)	28.386705

Descriptive statistics

Standard deviation	68.195343
Coefficient of variation (CV)	0.082994073
Kurtosis	129.43397
Mean	821.68932
Median Absolute Deviation (MAD)	13.717073
Skewness	-10.982057
Sum	49286569
Variance	4650.6048
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
860.7000122	689	1.1%
856.8000488	456	0.8%
807.4000244	405	0.7%
0	376	0.6%
811.7000122	366	0.6%
804.5	355	0.6%
830.4000244	348	0.6%
812.5	333	0.6%
860.8000488	330	0.6%
834.3000488	327	0.5%
Other values (8449)	55997	93.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	376	0.6%
396.2999878	11	< 0.1%
787.6842919	3	< 0.1%
793.0034651	3	< 0.1%
794.2064331	4	< 0.1%
794.264056	3	< 0.1%
794.4054738	3	< 0.1%
794.4380131	3	< 0.1%
794.5175967	4	< 0.1%
794.6021693	3	< 0.1%

Value	Count	Frequency (%)
870.4000244	7	< 0.1%
868.5379462	4	< 0.1%
868.4029224	3	< 0.1%
868.2415485	5	< 0.1%
868.096236	2	< 0.1%
868.0835242	3	< 0.1%
867.8712163	3	< 0.1%
867.8446262	3	< 0.1%
867.6863475	4	< 0.1%
867.5584081	2	< 0.1%

distancia_percorrida
Real number (ℝ)

ZEROS

Distinct	4863
Distinct (%)	8.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.1744678

Minimum	0
Maximum	7.9776113
Zeros	1107
Zeros (%)	1.8%
Negative	0
Negative (%)	0.0%
Memory size	937.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.04573855
Q1	1.0293316
median	2.712383
Q3	5.125765
95-th percentile	7.4394775
Maximum	7.9776113
Range	7.9776113
Interquartile range (IQR)	4.0964333

Descriptive statistics

Standard deviation	2.3797531
Coefficient of variation (CV)	0.74965417
Kurtosis	-1.1023434
Mean	3.1744678
Median Absolute Deviation (MAD)	2.0213412
Skewness	0.37209302
Sum	190410.93
Variance	5.6632246
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1107	1.8%
1.67758572	301	0.5%
5.102272807	245	0.4%
5.101815301	188	0.3%
0.002141560222	129	0.2%
2.61692834	128	0.2%
5.167156395	124	0.2%
0.0009731759167	113	0.2%
5.167428073	110	0.2%
2.397284965	107	0.2%
Other values (4853)	57430	95.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1107	1.8%
0.0002712113333	8	< 0.1%
0.0004729493889	21	< 0.1%
0.0006496331111	7	< 0.1%
0.0006519802778	8	< 0.1%
0.0007924419444	4	< 0.1%
0.00081371825	8	< 0.1%
0.0009202086667	7	< 0.1%
0.0009731759167	113	0.2%
0.001192458889	10	< 0.1%

Value	Count	Frequency (%)
7.977611321	31	0.1%
7.976967584	15	< 0.1%
7.974515644	10	< 0.1%
7.971902703	12	< 0.1%
7.970814378	12	< 0.1%
7.970165783	16	< 0.1%
7.968746223	11	< 0.1%
7.966166779	11	< 0.1%
7.962888865	9	< 0.1%
7.958984374	12	< 0.1%

distancia_percorrida_total
Real number (ℝ)

Distinct	4863
Distinct (%)	8.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.216068

Minimum	35.041601
Maximum	43.019212
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	937.2 KiB

Quantile statistics

Minimum	35.041601
5-th percentile	35.087339
Q1	36.070932
median	37.753984
Q3	40.167366
95-th percentile	42.481078
Maximum	43.019212
Range	7.9776113
Interquartile range (IQR)	4.0964333

Descriptive statistics

Standard deviation	2.3797531
Coefficient of variation (CV)	0.062271007
Kurtosis	-1.1023434
Mean	38.216068
Median Absolute Deviation (MAD)	2.0213412
Skewness	0.37209302
Sum	2292276.2
Variance	5.6632246
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35.04160062	1107	1.8%
36.71918634	301	0.5%
40.14387342	245	0.4%
40.14341592	188	0.3%
35.04374218	129	0.2%
37.65852896	128	0.2%
40.20875701	124	0.2%
35.04257379	113	0.2%
40.20902869	110	0.2%
37.43888558	107	0.2%
Other values (4853)	57430	95.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
35.04160062	1107	1.8%
35.04187183	8	< 0.1%
35.04207357	21	< 0.1%
35.04225025	7	< 0.1%
35.0422526	8	< 0.1%
35.04239306	4	< 0.1%
35.04241434	8	< 0.1%
35.04252083	7	< 0.1%
35.04257379	113	0.2%
35.04279308	10	< 0.1%

Value	Count	Frequency (%)
43.01921194	31	0.1%
43.0185682	15	< 0.1%
43.01611626	10	< 0.1%
43.01350332	12	< 0.1%
43.012415	12	< 0.1%
43.0117664	16	< 0.1%
43.01034684	11	< 0.1%
43.0077674	11	< 0.1%
43.00448948	9	< 0.1%
43.00058499	12	< 0.1%

espaco_livre_no_tanque_combustivel
Real number (ℝ)

ZEROS

Distinct	77
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.352964

Minimum	0
Maximum	48
Zeros	3177
Zeros (%)	5.3%
Negative	0
Negative (%)	0.0%
Memory size	937.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	23
median	26.5
Q3	40.5
95-th percentile	44
Maximum	48
Range	48
Interquartile range (IQR)	17.5

Descriptive statistics

Standard deviation	10.90383
Coefficient of variation (CV)	0.37147286
Kurtosis	0.53978504
Mean	29.352964
Median Absolute Deviation (MAD)	5
Skewness	-0.61053727
Sum	1760649.5
Variance	118.8935
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
26.5	3381	5.6%
0	3177	5.3%
41	3016	5.0%
22	2427	4.0%
25.5	2363	3.9%
42	2347	3.9%
25	2132	3.6%
23	2085	3.5%
26	2084	3.5%
24	2027	3.4%
Other values (67)	34943	58.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3177	5.3%
9.5	15	< 0.1%
10.5	10	< 0.1%
11.5	27	< 0.1%
12	10	< 0.1%
12.5	14	< 0.1%
13	20	< 0.1%
13.5	33	0.1%
14	44	0.1%
14.5	10	< 0.1%

Value	Count	Frequency (%)
48	56	0.1%
47.5	96	0.2%
47	65	0.1%
46.5	212	0.4%
46	159	0.3%
45.5	324	0.5%
45	640	1.1%
44.5	564	0.9%
44	1145	1.9%
43.5	835	1.4%

nivel_combustivel_porcentagem
Real number (ℝ)

Distinct	77
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	41.294072

Minimum	4
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	937.2 KiB

Quantile statistics

Minimum	4
5-th percentile	12
Q1	19
median	47
Q3	54
95-th percentile	100
Maximum	100
Range	96
Interquartile range (IQR)	35

Descriptive statistics

Standard deviation	21.807659
Coefficient of variation (CV)	0.52810629
Kurtosis	0.53978504
Mean	41.294072
Median Absolute Deviation (MAD)	10
Skewness	0.61053727
Sum	2476901
Variance	475.574
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
47	3381	5.6%
100	3177	5.3%
18	3016	5.0%
56	2427	4.0%
49	2363	3.9%
16	2347	3.9%
50	2132	3.6%
54	2085	3.5%
48	2084	3.5%
52	2027	3.4%
Other values (67)	34943	58.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	56	0.1%
5	96	0.2%
6	65	0.1%
7	212	0.4%
8	159	0.3%
9	324	0.5%
10	640	1.1%
11	564	0.9%
12	1145	1.9%
13	835	1.4%

Value	Count	Frequency (%)
100	3177	5.3%
81	15	< 0.1%
79	10	< 0.1%
77	27	< 0.1%
76	10	< 0.1%
75	14	< 0.1%
74	20	< 0.1%
73	33	0.1%
72	44	0.1%
71	10	< 0.1%

nivel_combustivel_litros
Real number (ℝ)

Distinct	77
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.647036

Minimum	2
Maximum	50
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	937.2 KiB

Quantile statistics

Minimum	2
5-th percentile	6
Q1	9.5
median	23.5
Q3	27
95-th percentile	50
Maximum	50
Range	48
Interquartile range (IQR)	17.5

Descriptive statistics

Standard deviation	10.90383
Coefficient of variation (CV)	0.52810629
Kurtosis	0.53978504
Mean	20.647036
Median Absolute Deviation (MAD)	5
Skewness	0.61053727
Sum	1238450.5
Variance	118.8935
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23.5	3381	5.6%
50	3177	5.3%
9	3016	5.0%
28	2427	4.0%
24.5	2363	3.9%
8	2347	3.9%
25	2132	3.6%
27	2085	3.5%
24	2084	3.5%
26	2027	3.4%
Other values (67)	34943	58.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	56	0.1%
2.5	96	0.2%
3	65	0.1%
3.5	212	0.4%
4	159	0.3%
4.5	324	0.5%
5	640	1.1%
5.5	564	0.9%
6	1145	1.9%
6.5	835	1.4%

Value	Count	Frequency (%)
50	3177	5.3%
40.5	15	< 0.1%
39.5	10	< 0.1%
38.5	27	< 0.1%
38	10	< 0.1%
37.5	14	< 0.1%
37	20	< 0.1%
36.5	33	0.1%
36	44	0.1%
35.5	10	< 0.1%

posicao_acelerador_d
Real number (ℝ)

ZEROS

Distinct	172
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.889611

Minimum	0
Maximum	100
Zeros	8075
Zeros (%)	13.5%
Negative	0
Negative (%)	0.0%
Memory size	937.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2.0833333
median	10.869565
Q3	25
95-th percentile	46.341463
Maximum	100
Range	100
Interquartile range (IQR)	22.916667

Descriptive statistics

Standard deviation	16.974053
Coefficient of variation (CV)	1.0682485
Kurtosis	2.2186121
Mean	15.889611
Median Absolute Deviation (MAD)	9.9637681
Skewness	1.3215485
Sum	953090.66
Variance	288.11848
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8075	13.5%
2.173913043	4964	8.3%
1.886792453	4537	7.6%
2.43902439	4462	7.4%
2.083333333	3879	6.5%
25	3598	6.0%
15.09433962	651	1.1%
12.5	648	1.1%
13.04347826	535	0.9%
9.756097561	527	0.9%
Other values (162)	28106	46.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8075	13.5%
1.785714286	87	0.1%
1.886792453	4537	7.6%
2.083333333	3879	6.5%
2.173913043	4964	8.3%
2.43902439	4462	7.4%
3.571428571	47	0.1%
3.773584906	179	0.3%
4.166666667	231	0.4%
4.347826087	149	0.2%

Value	Count	Frequency (%)
100	91	0.2%
97.91666667	10	< 0.1%
97.56097561	18	< 0.1%
95.83333333	7	< 0.1%
94.33962264	16	< 0.1%
93.75	41	0.1%
91.66666667	8	< 0.1%
89.58333333	47	0.1%
87.80487805	30	0.1%
87.5	11	< 0.1%

posicao_acelerador_e
Real number (ℝ)

ZEROS

Distinct	94
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.467063

Minimum	0
Maximum	100
Zeros	24895
Zeros (%)	41.5%
Negative	0
Negative (%)	0.0%
Memory size	937.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	11.111111
Q3	25.925926
95-th percentile	47.619048
Maximum	100
Range	100
Interquartile range (IQR)	25.925926

Descriptive statistics

Standard deviation	17.65173
Coefficient of variation (CV)	1.1412463
Kurtosis	1.8134674
Mean	15.467063
Median Absolute Deviation (MAD)	11.111111
Skewness	1.2317947
Sum	927745.4
Variance	311.58356
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	24895	41.5%
24.13793103	3752	6.3%
33.33333333	1825	3.0%
25.92592593	963	1.6%
30.43478261	922	1.5%
23.80952381	911	1.5%
20.83333333	872	1.5%
42.85714286	837	1.4%
13.04347826	829	1.4%
18.51851852	828	1.4%
Other values (84)	23348	38.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	24895	41.5%
3.448275862	243	0.4%
3.703703704	525	0.9%
4.166666667	521	0.9%
4.347826087	447	0.7%
4.761904762	666	1.1%
6.896551724	171	0.3%
7.407407407	433	0.7%
8.333333333	402	0.7%
8.695652174	384	0.6%

Value	Count	Frequency (%)
100	88	0.1%
95.83333333	58	0.1%
95.65217391	6	< 0.1%
95.23809524	19	< 0.1%
92.59259259	20	< 0.1%
91.66666667	43	0.1%
88.88888889	17	< 0.1%
87.5	57	0.1%
86.95652174	9	< 0.1%
85.71428571	12	< 0.1%

rpm_motor
Real number (ℝ)

Distinct	2161
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1928.7193

Minimum	0
Maximum	4339
Zeros	280
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	937.2 KiB

Quantile statistics

Minimum	0
5-th percentile	838
Q1	1364
median	2004
Q3	2446
95-th percentile	2981
Maximum	4339
Range	4339
Interquartile range (IQR)	1082

Descriptive statistics

Standard deviation	693.54574
Coefficient of variation (CV)	0.35958874
Kurtosis	-0.52027404
Mean	1928.7193
Median Absolute Deviation (MAD)	514
Skewness	-0.021008901
Sum	1.1568844 × 10⁸
Variance	481005.69
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	280	0.5%
899	193	0.3%
1439	186	0.3%
2847	153	0.3%
895	126	0.2%
2104	122	0.2%
2731	112	0.2%
793	106	0.2%
2473	101	0.2%
798	99	0.2%
Other values (2151)	58504	97.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	280	0.5%
203	9	< 0.1%
228	11	< 0.1%
243	6	< 0.1%
264	12	< 0.1%
403	3	< 0.1%
510	11	< 0.1%
558	13	< 0.1%
570	9	< 0.1%
576	10	< 0.1%

Value	Count	Frequency (%)
4339	11	< 0.1%
4256	12	< 0.1%
4173	10	< 0.1%
4083	12	< 0.1%
4038	16	< 0.1%
4035	16	< 0.1%
4000	16	< 0.1%
3915	13	< 0.1%
3912	10	< 0.1%
3892	11	< 0.1%

temperatura_arrefecimento
Real number (ℝ)

Distinct	65
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	78.944517

Minimum	29
Maximum	93
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	937.2 KiB

Quantile statistics

Minimum	29
5-th percentile	45
Q1	81
median	84
Q3	85
95-th percentile	88
Maximum	93
Range	64
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	12.714814
Coefficient of variation (CV)	0.16106012
Kurtosis	3.8897246
Mean	78.944517
Median Absolute Deviation (MAD)	2
Skewness	-2.1905716
Sum	4735250
Variance	161.66648
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
84	14248	23.8%
85	8640	14.4%
83	6523	10.9%
86	5155	8.6%
82	3140	5.2%
87	2981	5.0%
88	2325	3.9%
81	1194	2.0%
89	1162	1.9%
80	760	1.3%
Other values (55)	13854	23.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
29	77	0.1%
30	70	0.1%
31	101	0.2%
32	49	0.1%
33	75	0.1%
34	30	0.1%
35	114	0.2%
36	537	0.9%
37	386	0.6%
38	279	0.5%

Value	Count	Frequency (%)
93	33	0.1%
92	18	< 0.1%
91	236	0.4%
90	476	0.8%
89	1162	1.9%
88	2325	3.9%
87	2981	5.0%
86	5155	8.6%
85	8640	14.4%
84	14248	23.8%

velocidade_gps
Real number (ℝ)

ZEROS

Distinct	11848
Distinct (%)	19.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.610298

Minimum	0
Maximum	62.202887
Zeros	7492
Zeros (%)	12.5%
Negative	0
Negative (%)	0.0%
Memory size	937.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	13.183231
median	25.234349
Q3	35.571283
95-th percentile	43.73749
Maximum	62.202887
Range	62.202887
Interquartile range (IQR)	22.388051

Descriptive statistics

Standard deviation	14.556141
Coefficient of variation (CV)	0.61651663
Kurtosis	-0.94277079
Mean	23.610298
Median Absolute Deviation (MAD)	10.882882
Skewness	-0.24465838
Sum	1416192.9
Variance	211.88125
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7492	12.5%
1.301696875 × 10^-6	27	< 0.1%
0.001523679646	23	< 0.1%
0.0001180546664	23	< 0.1%
1.182009764 × 10^-5	22	< 0.1%
0.000171383936	21	< 0.1%
0.07816407681	20	< 0.1%
4.051996984 × 10^-5	20	< 0.1%
0.0002019433596	20	< 0.1%
2.498517745 × 10^-7	20	< 0.1%
Other values (11838)	52294	87.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7492	12.5%
2.560165751 × 10^-12	2	< 0.1%
2.163371045 × 10^-11	6	< 0.1%
1.555701692 × 10^-10	17	< 0.1%
6.118767992 × 10^-10	13	< 0.1%
8.620629011 × 10^-9	9	< 0.1%
1.426561909 × 10^-8	19	< 0.1%
1.514040413 × 10^-8	8	< 0.1%
1.741607178 × 10^-8	20	< 0.1%
2.001251005 × 10^-8	18	< 0.1%

Value	Count	Frequency (%)
62.20288696	1	< 0.1%
62.2028801	6	< 0.1%
62.20232391	3	< 0.1%
62.01074295	4	< 0.1%
62.00926666	3	< 0.1%
62.0059639	6	< 0.1%
61.93274689	6	< 0.1%
61.93099594	3	< 0.1%
61.89777603	6	< 0.1%
61.8976799	4	< 0.1%

velocidade_veiculo
Real number (ℝ)

ZEROS

Distinct	63
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.010753

Minimum	0
Maximum	62
Zeros	3840
Zeros (%)	6.4%
Negative	0
Negative (%)	0.0%
Memory size	937.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	18
median	27
Q3	36
95-th percentile	44
Maximum	62
Range	62
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	12.914641
Coefficient of variation (CV)	0.49651161
Kurtosis	-0.53060032
Mean	26.010753
Median Absolute Deviation (MAD)	9
Skewness	-0.32340171
Sum	1560177
Variance	166.78795
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3840	6.4%
38	1989	3.3%
31	1960	3.3%
39	1958	3.3%
36	1884	3.1%
35	1852	3.1%
40	1824	3.0%
23	1784	3.0%
20	1780	3.0%
34	1722	2.9%
Other values (53)	39389	65.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3840	6.4%
1	156	0.3%
2	297	0.5%
3	364	0.6%
4	388	0.6%
5	551	0.9%
6	518	0.9%
7	444	0.7%
8	610	1.0%
9	537	0.9%

Value	Count	Frequency (%)
62	49	0.1%
61	72	0.1%
60	29	< 0.1%
59	16	< 0.1%
58	34	0.1%
57	33	0.1%
56	39	0.1%
55	43	0.1%
54	70	0.1%
53	92	0.2%

velocidade_media
Real number (ℝ)

ZEROS

Distinct	5197
Distinct (%)	8.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.850744

Minimum	0
Maximum	30.255456
Zeros	1087
Zeros (%)	1.8%
Negative	0
Negative (%)	0.0%
Memory size	937.2 KiB

Quantile statistics

Minimum	0
5-th percentile	4.421974
Q1	18.210135
median	23.260879
Q3	25.070309
95-th percentile	28.863779
Maximum	30.255456
Range	30.255456
Interquartile range (IQR)	6.8601738

Descriptive statistics

Standard deviation	7.0488278
Coefficient of variation (CV)	0.33806121
Kurtosis	1.296072
Mean	20.850744
Median Absolute Deviation (MAD)	2.6710169
Skewness	-1.3724202
Sum	1250669.3
Variance	49.685973
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1087	1.8%
21.70838146	309	0.5%
21.74275004	84	0.1%
27.26299117	60	0.1%
29.80548913	39	0.1%
4.961571526	25	< 0.1%
25.14282547	24	< 0.1%
26.18612529	24	< 0.1%
16.87669059	22	< 0.1%
26.74594074	22	< 0.1%
Other values (5187)	58286	97.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1087	1.8%
0.04791679622	8	< 0.1%
0.05166481005	7	< 0.1%
0.05241893537	8	< 0.1%
0.05334468929	12	< 0.1%
0.05415109987	6	< 0.1%
0.05515272459	9	< 0.1%
0.05600816097	6	< 0.1%
0.05708148662	8	< 0.1%
0.05800268217	6	< 0.1%

Value	Count	Frequency (%)
30.25545611	16	< 0.1%
30.25505321	10	< 0.1%
30.25448156	8	< 0.1%
30.25017184	14	< 0.1%
30.24952977	14	< 0.1%
30.24387732	9	< 0.1%
30.23445013	11	< 0.1%
30.22737435	16	< 0.1%
30.22648647	13	< 0.1%
30.21852923	14	< 0.1%

velocidade_media_gps
Real number (ℝ)

Distinct	24962
Distinct (%)	41.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.856028

Minimum	0
Maximum	26.680389
Zeros	56
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	937.2 KiB

Quantile statistics

Minimum	0
5-th percentile	2.7532927
Q1	15.254782
median	20.076955
Q3	21.835536
95-th percentile	25.140963
Maximum	26.680389
Range	26.680389
Interquartile range (IQR)	6.5807548

Descriptive statistics

Standard deviation	6.3764871
Coefficient of variation (CV)	0.35710557
Kurtosis	0.81457347
Mean	17.856028
Median Absolute Deviation (MAD)	2.6137182
Skewness	-1.2447582
Sum	1071040.3
Variance	40.659588
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	56	0.1%
19.31947651	30	0.1%
21.64436625	27	< 0.1%
12.05695016	24	< 0.1%
0.3255298454	23	< 0.1%
21.6132464	23	< 0.1%
23.93418154	22	< 0.1%
22.62013118	22	< 0.1%
12.15857628	21	< 0.1%
0.394159718	21	< 0.1%
Other values (24952)	59713	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	56	0.1%
9.733911484 × 10^-6	1	< 0.1%
9.734264539 × 10^-6	1	< 0.1%
1.107988464 × 10^-5	3	< 0.1%
1.466975187 × 10^-5	1	< 0.1%
1.470943159 × 10^-5	2	< 0.1%
1.471706088 × 10^-5	1	< 0.1%
2.18438818 × 10^-5	1	< 0.1%
2.200561228 × 10^-5	2	< 0.1%
2.205765289 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
26.68038869	7	< 0.1%
26.68005542	2	< 0.1%
26.67993711	2	< 0.1%
26.67981697	3	< 0.1%
26.67340978	4	< 0.1%
26.67337277	2	< 0.1%
26.67333338	2	< 0.1%
26.67251149	6	< 0.1%
26.67247787	1	< 0.1%
26.67247542	1	< 0.1%

latitude_gps
Real number (ℝ)

Distinct	6365
Distinct (%)	10.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-23.547917

Minimum	-23.556443
Maximum	-23.532837
Zeros	0
Zeros (%)	0.0%
Negative	59982
Negative (%)	100.0%
Memory size	937.2 KiB

Quantile statistics

Minimum	-23.556443
5-th percentile	-23.556248
Q1	-23.553217
median	-23.55011
Q3	-23.541933
95-th percentile	-23.535001
Maximum	-23.532837
Range	0.023605781
Interquartile range (IQR)	0.011284453

Descriptive statistics

Standard deviation	0.0067402609
Coefficient of variation (CV)	-0.00028623597
Kurtosis	-0.89604554
Mean	-23.547917
Median Absolute Deviation (MAD)	0.0041984599
Skewness	0.60351129
Sum	-1412451.2
Variance	4.5431116 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-23.54157173	152	0.3%
-23.53335957	119	0.2%
-23.54150788	111	0.2%
-23.54137462	110	0.2%
-23.54152522	106	0.2%
-23.54140265	103	0.2%
-23.55628018	100	0.2%
-23.55325431	90	0.2%
-23.55346007	90	0.2%
-23.55321133	86	0.1%
Other values (6355)	58915	98.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-23.55644318	59	0.1%
-23.55643438	10	< 0.1%
-23.55643072	9	< 0.1%
-23.55642837	11	< 0.1%
-23.55642471	7	< 0.1%
-23.55641806	13	< 0.1%
-23.55641566	9	< 0.1%
-23.55641071	13	< 0.1%
-23.55640923	2	< 0.1%
-23.55640668	10	< 0.1%

Value	Count	Frequency (%)
-23.5328374	5	< 0.1%
-23.5330502	7	< 0.1%
-23.53308	5	< 0.1%
-23.5330818	8	< 0.1%
-23.5331118	12	< 0.1%
-23.5331156	6	< 0.1%
-23.5331165	10	< 0.1%
-23.5331245	6	< 0.1%
-23.5331448	10	< 0.1%
-23.5331464	6	< 0.1%

longitude_gps
Real number (ℝ)

Distinct	6362
Distinct (%)	10.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-46.889265

Minimum	-46.898597
Maximum	-46.879918
Zeros	0
Zeros (%)	0.0%
Negative	59982
Negative (%)	100.0%
Memory size	937.2 KiB

Quantile statistics

Minimum	-46.898597
5-th percentile	-46.898165
Q1	-46.896114
median	-46.888059
Q3	-46.884312
95-th percentile	-46.88036
Maximum	-46.879918
Range	0.0186784
Interquartile range (IQR)	0.011801399

Descriptive statistics

Standard deviation	0.0063445826
Coefficient of variation (CV)	-0.00013530992
Kurtosis	-1.5166106
Mean	-46.889265
Median Absolute Deviation (MAD)	0.0061535688
Skewness	-0.10433369
Sum	-2812511.9
Variance	4.0253728 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-46.88460286	152	0.3%
-46.88067643	119	0.2%
-46.88467395	111	0.2%
-46.88454754	110	0.2%
-46.88466599	106	0.2%
-46.88458891	103	0.2%
-46.89602552	100	0.2%
-46.89816537	90	0.2%
-46.89814714	90	0.2%
-46.89818078	86	0.1%
Other values (6352)	58915	98.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-46.8985967	5	< 0.1%
-46.8985811	5	< 0.1%
-46.89852694	10	< 0.1%
-46.89852175	10	< 0.1%
-46.8985165	7	< 0.1%
-46.89851294	7	< 0.1%
-46.89851152	10	< 0.1%
-46.89850775	8	< 0.1%
-46.89850374	9	< 0.1%
-46.89849816	10	< 0.1%

Value	Count	Frequency (%)
-46.8799183	13	< 0.1%
-46.8800325	7	< 0.1%
-46.880056	10	< 0.1%
-46.88008317	5	< 0.1%
-46.88008392	11	< 0.1%
-46.88008483	9	< 0.1%
-46.88008668	10	< 0.1%
-46.88008837	9	< 0.1%
-46.88009188	13	< 0.1%
-46.88009419	9	< 0.1%

velocidade_por_rpm
Real number (ℝ)

ZEROS

Distinct	6593
Distinct (%)	11.0%
Missing	273
Missing (%)	0.5%
Infinite	7
Infinite (%)	< 0.1%
Mean	inf

Minimum	0
Maximum	inf
Zeros	3567
Zeros (%)	5.9%
Negative	0
Negative (%)	0.0%
Memory size	937.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.00968523
median	0.01530842
Q3	0.015801354
95-th percentile	0.022134776
Maximum	inf
Range	inf
Interquartile range (IQR)	0.0061161244

Descriptive statistics

Standard deviation	nan
Coefficient of variation (CV)	nan
Kurtosis	nan
Mean	inf
Median Absolute Deviation (MAD)	0.0030964883
Skewness	nan
Sum	inf
Variance	nan
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3567	5.9%
0.01538461538	236	0.4%
0.015625	211	0.4%
0.02154273801	160	0.3%
0.009803921569	142	0.2%
0.01568627451	132	0.2%
0.01088865472	128	0.2%
0.01587301587	125	0.2%
0.01550387597	120	0.2%
0.01554404145	103	0.2%
Other values (6583)	54785	91.3%
(Missing)	273	0.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3567	5.9%
0.0005827505828	1	< 0.1%
0.0006747638327	2	< 0.1%
0.0006920415225	8	< 0.1%
0.0008032128514	3	< 0.1%
0.0008051529791	8	< 0.1%
0.0008244023083	1	< 0.1%
0.0008613264427	2	< 0.1%
0.0008673026886	6	< 0.1%
0.0009250693802	6	< 0.1%

Value	Count	Frequency (%)
inf	7	< 0.1%
0.04243743199	22	< 0.1%
0.04211663067	1	< 0.1%
0.04171240395	11	< 0.1%
0.04134929271	1	< 0.1%
0.03930131004	1	< 0.1%
0.03887688985	9	< 0.1%
0.03771849126	1	< 0.1%
0.03688092729	1	< 0.1%
0.03683640303	1	< 0.1%

velocidade_por_posicao_acelerador_e
Real number (ℝ)

INFINITE MISSING

Distinct	1419
Distinct (%)	2.5%
Missing	3578
Missing (%)	6.0%
Infinite	21317
Infinite (%)	35.5%
Mean	inf

Minimum	0
Maximum	inf
Zeros	262
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	937.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.382625
Q1	0.972
median	2.3625
Q3	nan
95-th percentile	nan
Maximum	inf
Range	inf
Interquartile range (IQR)	nan

Descriptive statistics

Standard deviation	nan
Coefficient of variation (CV)	nan
Kurtosis	nan
Mean	inf
Median Absolute Deviation (MAD)	1.9167857
Skewness	nan
Sum	inf
Variance	nan
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
inf	21317	35.5%
0	262	0.4%
1.05	181	0.3%
1.08	169	0.3%
0.8285714286	167	0.3%
1.16	160	0.3%
0.9114285714	158	0.3%
1.284285714	154	0.3%
1.35	154	0.3%
0.63	141	0.2%
Other values (1409)	33541	55.9%
(Missing)	3578	6.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	262	0.4%
0.04142857143	24	< 0.1%
0.05714285714	3	< 0.1%
0.06857142857	4	< 0.1%
0.07875	6	< 0.1%
0.08285714286	46	0.1%
0.09	2	< 0.1%
0.092	3	< 0.1%
0.096	2	< 0.1%
0.1035	6	< 0.1%

Value	Count	Frequency (%)
inf	21317	35.5%
12.42	8	< 0.1%
11.88	10	< 0.1%
11.34	24	< 0.1%
11.27	16	< 0.1%
11.07	28	< 0.1%
11.04	5	< 0.1%
11.02	27	< 0.1%
10.81	16	< 0.1%
10.8	4	< 0.1%

velocidade_por_posicao_acelerador_d
Real number (ℝ)

INFINITE MISSING ZEROS

Distinct	2209
Distinct (%)	3.8%
Missing	1352
Missing (%)	2.3%
Infinite	6723
Infinite (%)	11.2%
Mean	inf

Minimum	0
Maximum	inf
Zeros	2488
Zeros (%)	4.1%
Negative	0
Negative (%)	0.0%
Memory size	937.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2
Q1	0.87529412
median	2.0718182
Q3	12.42
95-th percentile	nan
Maximum	inf
Range	inf
Interquartile range (IQR)	11.544706

Descriptive statistics

Standard deviation	nan
Coefficient of variation (CV)	nan
Kurtosis	nan
Mean	inf
Median Absolute Deviation (MAD)	1.6558182
Skewness	nan
Sum	inf
Variance	nan
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
inf	6723	11.2%
0	2488	4.1%
0.92	206	0.3%
14.26	206	0.3%
17.94	204	0.3%
11.04	194	0.3%
10.25	188	0.3%
0.8	187	0.3%
16.1	186	0.3%
11.66	186	0.3%
Other values (2199)	47862	79.8%
(Missing)	1352	2.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2488	4.1%
0.04	24	< 0.1%
0.05217391304	2	< 0.1%
0.06	5	< 0.1%
0.08	46	0.1%
0.08727272727	5	< 0.1%
0.09	3	< 0.1%
0.09945945946	4	< 0.1%
0.1051428571	5	< 0.1%
0.11	18	< 0.1%

Value	Count	Frequency (%)
inf	6723	11.2%
27.84	13	< 0.1%
27.56	3	< 0.1%
27.36	9	< 0.1%
27.03	10	< 0.1%
26.88	2	< 0.1%
26.4	12	< 0.1%
25.97	25	< 0.1%
25.92	6	< 0.1%
25.44	44	0.1%

aceleracao_por_rpm
Real number (ℝ)

ZEROS

Distinct	8196
Distinct (%)	13.7%
Missing	196
Missing (%)	0.3%
Infinite	84
Infinite (%)	0.1%
Mean	-inf

Minimum	-inf
Maximum	0.0012233761
Zeros	3617
Zeros (%)	6.0%
Negative	29215
Negative (%)	48.7%
Memory size	937.2 KiB

Quantile statistics

Minimum	-inf
5-th percentile	-0.00089021093
Q1	-0.00028818489
median	0
Q3	0.00019111541
95-th percentile	0.00046143509
Maximum	0.0012233761
Range	inf
Interquartile range (IQR)	0.0004793003

Descriptive statistics

Standard deviation	nan
Coefficient of variation (CV)	nan
Kurtosis	nan
Mean	-inf
Median Absolute Deviation (MAD)	0.00022025499
Skewness	nan
Sum	-inf
Variance	nan
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3617	6.0%
0.0003422853132	165	0.3%
0.0001730061699	128	0.2%
-inf	84	0.1%
-0.0001642336727	84	0.1%
0.0005250204539	37	0.1%
-0.0006301680951	29	< 0.1%
-0.001066945428	28	< 0.1%
-0.0002885366174	27	< 0.1%
0.0001481421254	26	< 0.1%
Other values (8186)	55561	92.6%
(Missing)	196	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-inf	84	0.1%
-0.002498995786	10	< 0.1%
-0.002211024003	1	< 0.1%
-0.002181723489	9	< 0.1%
-0.002166333885	8	< 0.1%
-0.002131507209	6	< 0.1%
-0.00208041371	16	< 0.1%
-0.002063153763	6	< 0.1%
-0.002051094222	8	< 0.1%
-0.002029342659	4	< 0.1%

Value	Count	Frequency (%)
0.001223376089	1	< 0.1%
0.001217956926	10	< 0.1%
0.001216198974	1	< 0.1%
0.001213517168	9	< 0.1%
0.001191979252	1	< 0.1%
0.001152284927	14	< 0.1%
0.001150876519	12	< 0.1%
0.00114563468	1	< 0.1%
0.00114213503	1	< 0.1%
0.001140877172	10	< 0.1%

aceleracao_por_posicao_acelerador_e
Real number (ℝ)

INFINITE MISSING ZEROS

Distinct	3864
Distinct (%)	6.8%
Missing	2823
Missing (%)	4.7%
Infinite	22072
Infinite (%)	36.8%
Mean	nan

Minimum	-inf
Maximum	inf
Zeros	990
Zeros (%)	1.7%
Negative	29215
Negative (%)	48.7%
Memory size	937.2 KiB

Quantile statistics

Minimum	-inf
5-th percentile	nan
Q1	-0.074568812
median	-0.0021832607
Q3	0.029221122
95-th percentile	nan
Maximum	inf
Range	inf
Interquartile range (IQR)	0.10378993

Descriptive statistics

Standard deviation	nan
Coefficient of variation (CV)	nan
Kurtosis	nan
Mean	nan
Median Absolute Deviation (MAD)	0.038392349
Skewness	nan
Sum	nan
Variance	nan
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-inf	13469	22.5%
inf	8603	14.3%
0	990	1.7%
0.02040558344	100	0.2%
-0.02895204372	63	0.1%
0.02523102681	49	0.1%
-0.05873920333	45	0.1%
-0.005403744307	43	0.1%
-0.01687892037	43	0.1%
-0.0311041981	42	0.1%
Other values (3854)	33712	56.2%
(Missing)	2823	4.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-inf	13469	22.5%
-0.5757011644	7	< 0.1%
-0.5581236944	2	< 0.1%
-0.4359150605	8	< 0.1%
-0.3893032152	6	< 0.1%
-0.367214989	10	< 0.1%
-0.3460342354	17	< 0.1%
-0.3270392832	28	< 0.1%
-0.3140057521	13	< 0.1%
-0.310951307	3	< 0.1%

Value	Count	Frequency (%)
inf	8603	14.3%
0.3278374788	3	< 0.1%
0.3257071107	12	< 0.1%
0.3081330066	3	< 0.1%
0.2796245491	7	< 0.1%
0.2684860464	9	< 0.1%
0.2619400963	7	< 0.1%
0.253073441	2	< 0.1%
0.2456512994	2	< 0.1%
0.2286874957	10	< 0.1%

aceleracao_por_posicao_acelerador_d
Real number (ℝ)

INFINITE MISSING ZEROS

Distinct	5364
Distinct (%)	9.1%
Missing	1160
Missing (%)	1.9%
Infinite	6915
Infinite (%)	11.5%
Mean	nan

Minimum	-inf
Maximum	inf
Zeros	2653
Zeros (%)	4.4%
Negative	29215
Negative (%)	48.7%
Memory size	937.2 KiB

Quantile statistics

Minimum	-inf
5-th percentile	nan
Q1	-0.049101652
median	0
Q3	0.026544511
95-th percentile	0.6228168
Maximum	inf
Range	inf
Interquartile range (IQR)	0.075646164

Descriptive statistics

Standard deviation	nan
Coefficient of variation (CV)	nan
Kurtosis	nan
Mean	nan
Median Absolute Deviation (MAD)	0.033900977
Skewness	nan
Sum	nan
Variance	nan
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-inf	4162	6.9%
inf	2753	4.6%
0	2653	4.4%
0.3777969732	122	0.2%
0.01970194263	93	0.2%
0.2588842898	73	0.1%
0.3091479467	70	0.1%
-0.2627945043	67	0.1%
0.6638428695	67	0.1%
-0.1473007003	64	0.1%
Other values (5354)	48698	81.2%
(Missing)	1160	1.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-inf	4162	6.9%
-1.0512063	11	< 0.1%
-1.040642642	16	< 0.1%
-1.029896792	9	< 0.1%
-0.9959131382	10	< 0.1%
-0.9588161632	10	< 0.1%
-0.9430390088	2	< 0.1%
-0.9249114104	12	< 0.1%
-0.9144477008	9	< 0.1%
-0.9116178308	11	< 0.1%

Value	Count	Frequency (%)
inf	2753	4.6%
0.753485581	7	< 0.1%
0.7470516672	8	< 0.1%
0.7149659922	33	0.1%
0.6869203819	9	< 0.1%
0.6849931285	8	< 0.1%
0.6638428695	67	0.1%
0.653256371	11	< 0.1%
0.6524396302	22	< 0.1%
0.6263425175	3	< 0.1%

driver
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	937.2 KiB

driver_b	36896
driver_a	23086

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	479856
Distinct characters	8
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	driver_a
2nd row	driver_a
3rd row	driver_a
4th row	driver_a
5th row	driver_a

Common Values

Value	Count	Frequency (%)
driver_b	36896	61.5%
driver_a	23086	38.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
driver_b	36896	61.5%
driver_a	23086	38.5%

Most occurring characters

Value	Count	Frequency (%)
r	119964	25.0%
d	59982	12.5%
i	59982	12.5%
v	59982	12.5%
e	59982	12.5%
_	59982	12.5%
b	36896	7.7%
a	23086	4.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	419874	87.5%
Connector Punctuation	59982	12.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	119964	28.6%
d	59982	14.3%
i	59982	14.3%
v	59982	14.3%
e	59982	14.3%
b	36896	8.8%
a	23086	5.5%

Connector Punctuation

Value	Count	Frequency (%)
_	59982	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	419874	87.5%
Common	59982	12.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	119964	28.6%
d	59982	14.3%
i	59982	14.3%
v	59982	14.3%
e	59982	14.3%
b	36896	8.8%
a	23086	5.5%

Common

Value	Count	Frequency (%)
_	59982	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	479856	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	119964	25.0%
d	59982	12.5%
i	59982	12.5%
v	59982	12.5%
e	59982	12.5%
_	59982	12.5%
b	36896	7.7%
a	23086	4.8%

route
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	937.2 KiB

route_a	59982

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Characters and Unicode

Total characters	419874
Distinct characters	7
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	route_a
2nd row	route_a
3rd row	route_a
4th row	route_a
5th row	route_a

Common Values

Value	Count	Frequency (%)
route_a	59982	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
route_a	59982	100.0%

Most occurring characters

Value	Count	Frequency (%)
r	59982	14.3%
o	59982	14.3%
u	59982	14.3%
t	59982	14.3%
e	59982	14.3%
_	59982	14.3%
a	59982	14.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	359892	85.7%
Connector Punctuation	59982	14.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	59982	16.7%
o	59982	16.7%
u	59982	16.7%
t	59982	16.7%
e	59982	16.7%
a	59982	16.7%

Connector Punctuation

Value	Count	Frequency (%)
_	59982	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	359892	85.7%
Common	59982	14.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	59982	16.7%
o	59982	16.7%
u	59982	16.7%
t	59982	16.7%
e	59982	16.7%
a	59982	16.7%

Common

Value	Count	Frequency (%)
_	59982	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	419874	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	59982	14.3%
o	59982	14.3%
u	59982	14.3%
t	59982	14.3%
e	59982	14.3%
_	59982	14.3%
a	59982	14.3%

trip
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	937.2 KiB

trip_2	23781
trip_1	23481
trip_3	12720

Length

Max length	6
Median length	6
Mean length	6
Min length	6

Characters and Unicode

Total characters	359892
Distinct characters	8
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	trip_1
2nd row	trip_1
3rd row	trip_1
4th row	trip_1
5th row	trip_1

Common Values

Value	Count	Frequency (%)
trip_2	23781	39.6%
trip_1	23481	39.1%
trip_3	12720	21.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
trip_2	23781	39.6%
trip_1	23481	39.1%
trip_3	12720	21.2%

Most occurring characters

Value	Count	Frequency (%)
t	59982	16.7%
r	59982	16.7%
i	59982	16.7%
p	59982	16.7%
_	59982	16.7%
2	23781	6.6%
1	23481	6.5%
3	12720	3.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	239928	66.7%
Connector Punctuation	59982	16.7%
Decimal Number	59982	16.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	59982	25.0%
r	59982	25.0%
i	59982	25.0%
p	59982	25.0%

Decimal Number

Value	Count	Frequency (%)
2	23781	39.6%
1	23481	39.1%
3	12720	21.2%

Connector Punctuation

Value	Count	Frequency (%)
_	59982	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	239928	66.7%
Common	119964	33.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	59982	25.0%
r	59982	25.0%
i	59982	25.0%
p	59982	25.0%

Common

Value	Count	Frequency (%)
_	59982	50.0%
2	23781	19.8%
1	23481	19.6%
3	12720	10.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	359892	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	59982	16.7%
r	59982	16.7%
i	59982	16.7%
p	59982	16.7%
_	59982	16.7%
2	23781	6.6%
1	23481	6.5%
3	12720	3.5%

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	aceleracao	altitude_gps	distancia_percorrida	distancia_percorrida_total	espaco_livre_no_tanque_combustivel	nivel_combustivel_porcentagem	nivel_combustivel_litros	posicao_acelerador_d	posicao_acelerador_e	rpm_motor	temperatura_arrefecimento	velocidade_gps	velocidade_veiculo	velocidade_media	velocidade_media_gps	latitude_gps	longitude_gps	velocidade_por_rpm	velocidade_por_posicao_acelerador_e	velocidade_por_posicao_acelerador_d	aceleracao_por_rpm	aceleracao_por_posicao_acelerador_e	aceleracao_por_posicao_acelerador_d	driver	route	trip
time
1900-01-01 19:32:22.269	0.0	809.961101	0.0	35.041601	38.5	23.0	11.5	2.173913	0.0	960.0	88.0	0.000000	0.0	0.0	0.000000	-23.556155	-46.896184	0.0	NaN	0.0	0.0	NaN	0.0	driver_a	route_a	trip_1
1900-01-01 19:32:22.273	0.0	809.961101	0.0	35.041601	38.5	23.0	11.5	2.173913	0.0	960.0	88.0	0.000000	0.0	0.0	0.000000	-23.556155	-46.896184	0.0	NaN	0.0	0.0	NaN	0.0	driver_a	route_a	trip_1
1900-01-01 19:32:23.003	0.0	815.000000	0.0	35.041601	38.5	23.0	11.5	2.173913	0.0	960.0	88.0	0.000000	0.0	0.0	0.000000	-23.556155	-46.896184	0.0	NaN	0.0	0.0	NaN	0.0	driver_a	route_a	trip_1
1900-01-01 19:32:23.010	0.0	815.000000	0.0	35.041601	38.5	23.0	11.5	2.173913	0.0	960.0	88.0	0.006289	0.0	0.0	0.000025	-23.556155	-46.896184	0.0	NaN	0.0	0.0	NaN	0.0	driver_a	route_a	trip_1
1900-01-01 19:32:23.253	0.0	794.438013	0.0	35.041601	38.5	23.0	11.5	2.173913	0.0	960.0	88.0	0.000000	0.0	0.0	0.000022	-23.556155	-46.896184	0.0	NaN	0.0	0.0	NaN	0.0	driver_a	route_a	trip_1
1900-01-01 19:32:23.257	0.0	794.438013	0.0	35.041601	38.5	23.0	11.5	2.173913	0.0	960.0	88.0	0.000000	0.0	0.0	0.000022	-23.556320	-46.896107	0.0	NaN	0.0	0.0	NaN	0.0	driver_a	route_a	trip_1
1900-01-01 19:32:23.260	0.0	794.438013	0.0	35.041601	38.5	23.0	11.5	2.173913	0.0	960.0	88.0	0.000000	0.0	0.0	0.000022	-23.556320	-46.896107	0.0	NaN	0.0	0.0	NaN	0.0	driver_a	route_a	trip_1
1900-01-01 19:32:23.273	0.0	811.194516	0.0	35.041601	38.5	23.0	11.5	2.173913	0.0	960.0	88.0	0.000000	0.0	0.0	0.000022	-23.556320	-46.896107	0.0	NaN	0.0	0.0	NaN	0.0	driver_a	route_a	trip_1
1900-01-01 19:32:24.272	0.0	799.126881	0.0	35.041601	38.5	23.0	11.5	2.173913	0.0	960.0	88.0	0.000000	0.0	0.0	0.000015	-23.556320	-46.896107	0.0	NaN	0.0	0.0	NaN	0.0	driver_a	route_a	trip_1
1900-01-01 19:32:24.274	0.0	811.371989	0.0	35.041601	38.5	23.0	11.5	2.173913	0.0	960.0	88.0	0.000000	0.0	0.0	0.000015	-23.556320	-46.896107	0.0	NaN	0.0	0.0	NaN	0.0	driver_a	route_a	trip_1

	aceleracao	altitude_gps	distancia_percorrida	distancia_percorrida_total	espaco_livre_no_tanque_combustivel	nivel_combustivel_porcentagem	nivel_combustivel_litros	posicao_acelerador_d	posicao_acelerador_e	rpm_motor	temperatura_arrefecimento	velocidade_gps	velocidade_veiculo	velocidade_media	velocidade_media_gps	latitude_gps	longitude_gps	velocidade_por_rpm	velocidade_por_posicao_acelerador_e	velocidade_por_posicao_acelerador_d	aceleracao_por_rpm	aceleracao_por_posicao_acelerador_e	aceleracao_por_posicao_acelerador_d	driver	route	trip
time
1900-01-01 21:09:28.817	-0.512954	805.002870	7.977611	43.019212	24.5	51.0	25.5	2.439024	0.0	804.0	84.0	0.0	0.0	23.948635	20.425242	-23.556278	-46.896009	0.0	NaN	0.0	-0.000638	-inf	-0.210311	driver_b	route_a	trip_3
1900-01-01 21:09:28.824	-0.512954	805.002870	7.977611	43.019212	24.5	51.0	25.5	2.439024	0.0	804.0	84.0	0.0	0.0	23.948635	20.414693	-23.556278	-46.896009	0.0	NaN	0.0	-0.000638	-inf	-0.210311	driver_b	route_a	trip_3
1900-01-01 21:09:28.825	-0.512954	805.002870	7.977611	43.019212	24.5	51.0	25.5	2.439024	0.0	804.0	84.0	0.0	0.0	23.948635	20.414693	-23.556278	-46.896009	0.0	NaN	0.0	-0.000638	-inf	-0.210311	driver_b	route_a	trip_3
1900-01-01 21:09:28.992	-0.512954	805.002870	7.977611	43.019212	24.5	51.0	25.5	2.439024	0.0	804.0	84.0	0.0	0.0	23.948635	20.414693	-23.556278	-46.896009	0.0	NaN	0.0	-0.000638	-inf	-0.210311	driver_b	route_a	trip_3
1900-01-01 21:09:29.184	-0.512954	805.002870	7.977611	43.019212	22.0	56.0	28.0	2.439024	0.0	804.0	84.0	0.0	0.0	23.948635	20.414693	-23.556278	-46.896009	0.0	NaN	0.0	-0.000638	-inf	-0.210311	driver_b	route_a	trip_3
1900-01-01 21:09:29.792	-0.512954	804.925094	7.977611	43.019212	22.0	56.0	28.0	2.439024	0.0	804.0	84.0	0.0	0.0	23.948635	20.414693	-23.556278	-46.896009	0.0	NaN	0.0	-0.000638	-inf	-0.210311	driver_b	route_a	trip_3
1900-01-01 21:09:30.803	-0.512954	804.989879	7.977611	43.019212	22.0	56.0	28.0	2.439024	0.0	804.0	84.0	0.0	0.0	23.948635	20.414693	-23.556278	-46.896009	0.0	NaN	0.0	-0.000638	-inf	-0.210311	driver_b	route_a	trip_3
1900-01-01 21:09:31.252	-0.512954	812.500000	7.977611	43.019212	22.0	56.0	28.0	2.439024	0.0	804.0	84.0	0.0	0.0	23.948635	20.414693	-23.556288	-46.895983	0.0	NaN	0.0	-0.000638	-inf	-0.210311	driver_b	route_a	trip_3
1900-01-01 21:09:31.789	-0.512954	805.102959	7.977611	43.019212	22.0	56.0	28.0	2.439024	0.0	804.0	84.0	0.0	0.0	23.948635	20.414693	-23.556278	-46.896009	0.0	NaN	0.0	-0.000638	-inf	-0.210311	driver_b	route_a	trip_3
1900-01-01 21:09:32.809	-0.512954	805.111740	7.977611	43.019212	22.0	56.0	28.0	2.439024	0.0	804.0	84.0	0.0	0.0	23.948635	20.414693	-23.556278	-46.896009	0.0	NaN	0.0	-0.000638	-inf	-0.210311	driver_b	route_a	trip_3

Most frequently occurring

	aceleracao	altitude_gps	distancia_percorrida	distancia_percorrida_total	espaco_livre_no_tanque_combustivel	nivel_combustivel_porcentagem	nivel_combustivel_litros	posicao_acelerador_d	rpm_motor	temperatura_arrefecimento	velocidade_gps	velocidade_veiculo	velocidade_media	velocidade_media_gps	latitude_gps	longitude_gps	velocidade_por_rpm	velocidade_por_posicao_acelerador_e	velocidade_por_posicao_acelerador_d	aceleracao_por_rpm	aceleracao_por_posicao_acelerador_e	aceleracao_por_posicao_acelerador_d	driver	route	trip	# duplicates
4280	0.000000	812.500000	0.000000	35.041601	25.5	49.0	24.5	2.083333	0.0	36.0	0.000000	0.0	0.000000	0.000000	-23.556372	-46.896000	NaN	NaN	0.00	NaN	NaN	0.000000	driver_a	route_a	trip_2	10
4126	0.000000	808.828491	0.000000	35.041601	21.0	58.0	29.0	0.000000	1294.0	37.0	0.000000	0.0	0.000000	1.300705	-23.556277	-46.896030	0.000000	NaN	NaN	0.000000	NaN	NaN	driver_b	route_a	trip_2	7
1780	-0.563617	810.226950	2.616928	37.658529	41.0	18.0	9.0	0.000000	823.0	78.0	0.000000	0.0	23.482292	20.668895	-23.541933	-46.884645	0.000000	NaN	NaN	-0.000685	-inf	-inf	driver_b	route_a	trip_1	6
2122	-0.442252	812.900024	1.689333	36.730934	0.0	100.0	50.0	2.173913	871.0	84.0	9.286349	9.0	21.889568	18.739568	-23.556221	-46.896087	0.010333	inf	4.14	-0.000508	-inf	-0.203436	driver_a	route_a	trip_1	6
3238	-0.155858	830.098150	1.685505	36.727106	43.0	14.0	7.0	0.000000	949.0	68.0	20.691002	15.0	21.742750	19.489253	-23.548497	-46.886975	0.015806	inf	inf	-0.000164	-inf	-inf	driver_b	route_a	trip_1	6
4085	0.000000	806.032633	0.000000	35.041601	22.0	56.0	28.0	0.000000	1141.0	37.0	0.000000	0.0	0.000000	0.577115	-23.556280	-46.896026	0.000000	NaN	NaN	0.000000	NaN	NaN	driver_b	route_a	trip_2	6
4170	0.000000	810.900024	0.000000	35.041601	24.0	52.0	26.0	0.000000	0.0	88.0	0.000001	0.0	0.000000	0.006002	-23.544168	-46.884858	NaN	NaN	NaN	NaN	NaN	NaN	driver_a	route_a	trip_2	6
4281	0.000000	812.500000	0.000000	35.041601	25.5	49.0	24.5	2.083333	0.0	36.0	0.000000	0.0	0.000000	0.000000	-23.556337	-46.896080	NaN	NaN	0.00	NaN	NaN	0.000000	driver_a	route_a	trip_2	6
4287	0.000000	812.500000	0.000000	35.041601	25.5	49.0	24.5	2.083333	0.0	36.0	1.483443	0.0	0.000000	0.186813	-23.556349	-46.896007	NaN	NaN	0.00	NaN	NaN	0.000000	driver_a	route_a	trip_2	6
4299	0.000000	812.500000	0.000000	35.041601	25.5	49.0	24.5	2.083333	1469.0	36.0	0.322367	0.0	0.000000	0.125208	-23.556301	-46.896014	0.000000	NaN	0.00	0.000000	NaN	0.000000	driver_a	route_a	trip_2	6

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Missing values

Sample

Duplicate rows

Most frequently occurring